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langchain/docs/versioned_docs/version-0.2.x/integrations/document_loaders/mongodb.ipynb
Jacob Lee aff771923a Jacob/new docs (#20570)
Use docusaurus versioning with a callout, merged master as well

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---------

Signed-off-by: Weichen Xu <weichen.xu@databricks.com>
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2024-04-18 11:10:55 -07:00

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{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "vm8vn9t8DvC_"
},
"source": [
"# MongoDB"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[MongoDB](https://www.mongodb.com/) is a NoSQL , document-oriented database that supports JSON-like documents with a dynamic schema."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
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"source": [
"## Overview"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {
"id": "juAmbgoWD17u"
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"source": [
"The MongoDB Document Loader returns a list of Langchain Documents from a MongoDB database.\n",
"\n",
"The Loader requires the following parameters:\n",
"\n",
"* MongoDB connection string\n",
"* MongoDB database name\n",
"* MongoDB collection name\n",
"* (Optional) Content Filter dictionary\n",
"* (Optional) List of field names to include in the output\n",
"\n",
"The output takes the following format:\n",
"\n",
"- pageContent= Mongo Document\n",
"- metadata={'database': '[database_name]', 'collection': '[collection_name]'}"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load the Document Loader"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# add this import for running in jupyter notebook\n",
"import nest_asyncio\n",
"\n",
"nest_asyncio.apply()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from langchain_community.document_loaders.mongodb import MongodbLoader"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"loader = MongodbLoader(\n",
" connection_string=\"mongodb://localhost:27017/\",\n",
" db_name=\"sample_restaurants\",\n",
" collection_name=\"restaurants\",\n",
" filter_criteria={\"borough\": \"Bronx\", \"cuisine\": \"Bakery\"},\n",
" field_names=[\"name\", \"address\"],\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"71"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs = loader.load()\n",
"\n",
"len(docs)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Document(page_content=\"Morris Park Bake Shop {'building': '1007', 'coord': [-73.856077, 40.848447], 'street': 'Morris Park Ave', 'zipcode': '10462'}\", metadata={'database': 'sample_restaurants', 'collection': 'restaurants'})"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"docs[0]"
]
}
],
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"colab": {
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},
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
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"language_info": {
"codemirror_mode": {
"name": "ipython",
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